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ChatGPT has achieved great success and can be considered to have acquired an infrastructural status. There are abundant works for evaluating ChatGPT on benchmarks. However, existing benchmarks encounter two challenges: (1) Disregard for…

Computation and Language · Computer Science 2024-06-19 Shangqing Tu , Chunyang Li , Jifan Yu , Xiaozhi Wang , Lei Hou , Juanzi Li

Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

In the dynamic landscape of software engineering, the emergence of ChatGPT-generated code signifies a distinctive and evolving paradigm in development practices. We delve into the impact of interactions with ChatGPT on the software…

Software Engineering · Computer Science 2025-04-09 Piotr Przymus , Mikołaj Fejzer , Jakub Narębski , Krzysztof Stencel

The emergence of Large Language Models (LLMs), such as ChatGPT, has introduced a new set of tools to support software developers in solving pro- gramming tasks. However, our understanding of the interactions (i.e., prompts) between…

Software Engineering · Computer Science 2025-08-26 Julyanara R. Silva , Carlos Eduardo C. Dantas , Marcelo A. Maia

Writing survey questions that easily and accurately convey their intent to a variety of respondents is a demanding and high-stakes task. Despite the extensive literature on best practices, the number of considerations to keep in mind is…

Methodology · Statistics 2025-09-11 Erica Ann Metheney , Lauren Yehle

We study the impact of Stack Overflow code evolution on the stability of prior research findings derived from Stack Overflow data and provide recommendations for future studies. We systematically reviewed papers published between 2005--2023…

Cryptography and Security · Computer Science 2025-04-08 Alfusainey Jallow , Sven Bugiel

Stack Overflow is the most popular CQA for programmers on the web with 2.05M users, 5.1M questions and 9.4M answers. Stack Overflow has explicit, detailed guidelines on how to post questions and an ebullient moderation community. Despite…

Information Retrieval · Computer Science 2014-01-03 Denzil Correa , Ashish Sureka

This study investigated how perceived workload, satisfaction, performance expectancy, and risk-benefit perception influenced users' trust in Chat Generative Pre-Trained Transformer (ChatGPT). We aimed to understand the nuances of user…

Computers and Society · Computer Science 2023-11-13 Hamid Shamszare , Avishek Choudhury

ChatGPT, a chatbot developed by OpenAI, has gained widespread popularity and media attention since its release in November 2022. However, little hard evidence is available regarding its perception in various sources. In this paper, we…

Computation and Language · Computer Science 2023-02-28 Christoph Leiter , Ran Zhang , Yanran Chen , Jonas Belouadi , Daniil Larionov , Vivian Fresen , Steffen Eger

New programming languages (e.g., Swift, Go, Rust, etc.) are being introduced to provide a better opportunity for the developers to make software development robust and easy. At the early stage, a programming language is likely to have…

Software Engineering · Computer Science 2021-05-06 Partha Chakraborty , Rifat Shahriyar , Anindya Iqbal , Gias Uddin

Understanding how users authentically interact with Large Language Models (LLMs) remains a significant challenge in human-computer interaction research. Most existing studies rely on self-reported usage patterns or controlled experimental…

Computers and Society · Computer Science 2025-09-18 Kalyani Khona

Recently, the large language models (LLMs) have shown extraordinary ability in understanding natural language and generating programming code. It has been a common practice of software engineers to consult LLMs when encountering coding…

Computation and Language · Computer Science 2024-01-30 Li Zhong , Zilong Wang

Discussions is a new feature of GitHub for asking questions or discussing topics outside of specific Issues or Pull Requests. Before being available to all projects in December 2020, it had been tested on selected open source software…

Software Engineering · Computer Science 2021-10-01 Hideaki Hata , Nicole Novielli , Sebastian Baltes , Raula Gaikovina Kula , Christoph Treude

A growing literature studies how humans incorporate advice from algorithms. This study examines an algorithm with millions of daily users: ChatGPT. In a preregistered study, 118 student participants answer 2,828 multiple-choice questions…

Human-Computer Interaction · Computer Science 2023-06-14 Peter Zhang

The recent popularity of large language models (LLMs) has brought a significant impact to boundless fields, particularly through their open-ended ecosystem such as the APIs, open-sourced models, and plugins. However, with their widespread…

Machine Learning · Computer Science 2023-08-31 Wentao Ye , Mingfeng Ou , Tianyi Li , Yipeng chen , Xuetao Ma , Yifan Yanggong , Sai Wu , Jie Fu , Gang Chen , Haobo Wang , Junbo Zhao

Developers spend much time finding information that is relevant to their questions. Stack Overflow has been the leading resource, and with the advent of Large Language Models (LLMs), generative models such as ChatGPT are used frequently.…

Artificial Intelligence · Computer Science 2024-06-21 Davit Abrahamyan , Fatemeh H. Fard

Context: The success of Stack Overflow and other community-based question-and-answer (Q&A) sites depends mainly on the will of their members to answer others' questions. In fact, when formulating requests on Q&A sites, we are not simply…

Computers and Society · Computer Science 2017-11-28 Fabio Calefato , Filippo Lanubile , Nicole Novielli

The fundamental principles, potential applications, and ethical concerns of ChatGPT are analyzed and discussed in this study. Since ChatGPT emerged, it has gained a rapidly growing popularity, with more than 600 million users today. The…

Other Computer Science · Computer Science 2023-08-15 Ioannis D. Apostolopoulos , Mpesi Tzani , Sokratis I. Aznaouridis

Stack Overflow provides a means for developers to exchange knowledge. While much previous research on Stack Overflow has focused on questions and answers (Q&A), recent work has shown that discussions in comments also contain rich…

Software Engineering · Computer Science 2025-01-29 Wenhan Zhu , Haoxiang Zhang , Ahmed E. Hassan , Michael W. Godfrey

The development of large language models (LLMs) such as ChatGPT has brought a lot of attention recently. However, their evaluation in the benchmark academic datasets remains under-explored due to the difficulty of evaluating the generative…

Computation and Language · Computer Science 2023-07-07 Md Tahmid Rahman Laskar , M Saiful Bari , Mizanur Rahman , Md Amran Hossen Bhuiyan , Shafiq Joty , Jimmy Xiangji Huang